{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GLM: Poisson Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on PyMC3 v3.6\n"
     ]
    }
   ],
   "source": [
    "## Interactive magics\n",
    "%matplotlib inline\n",
    "import sys\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "import seaborn as sns\n",
    "import patsy as pt\n",
    "import pymc3 as pm\n",
    "\n",
    "plt.rcParams['figure.figsize'] = 14, 6\n",
    "np.random.seed(0)\n",
    "print('Running on PyMC3 v{}'.format(pm.__version__))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a minimal reproducible example of Poisson regression to predict counts using dummy data.\n",
    "\n",
    "This Notebook is basically an excuse to demo Poisson regression using PyMC3, both manually and using the `glm` library to demo interactions using the `patsy` library. We will create some dummy data, Poisson distributed according to a linear model, and try to recover the coefficients of that linear model through inference.\n",
    "\n",
    "For more statistical detail see:\n",
    "\n",
    "+ Basic info on [Wikipedia](https://en.wikipedia.org/wiki/Poisson_regression)\n",
    "+ GLMs: Poisson regression, exposure, and overdispersion in Chapter 6.2 of [ARM, Gelmann & Hill 2006](http://www.stat.columbia.edu/%7Egelman/arm/)\n",
    "+ This worked example from ARM 6.2 by [Clay Ford](http://www.clayford.net/statistics/poisson-regression-ch-6-of-gelman-and-hill/)\n",
    "\n",
    "This very basic model is inspired by [a project by Ian Osvald](http://ianozsvald.com/2016/05/07/statistically-solving-sneezes-and-sniffles-a-work-in-progress-report-at-pydatalondon-2016/), which is concerned with understanding the various effects of external environmental factors upon the allergic sneezing of a test subject.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Local Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def strip_derived_rvs(rvs):\n",
    "    '''Convenience fn: remove PyMC3-generated RVs from a list'''\n",
    "    ret_rvs = []\n",
    "    for rv in rvs:\n",
    "        if not (re.search('_log',rv.name) or re.search('_interval',rv.name)):\n",
    "            ret_rvs.append(rv)     \n",
    "    return ret_rvs\n",
    "\n",
    "\n",
    "def plot_traces_pymc(trcs, varnames=None):\n",
    "    ''' Convenience fn: plot traces with overlaid means and values '''\n",
    "\n",
    "    nrows = len(trcs.varnames)\n",
    "    if varnames is not None:\n",
    "        nrows = len(varnames)\n",
    "        \n",
    "    ax = pm.traceplot(trcs, var_names=varnames, figsize=(12,nrows*1.4),\n",
    "                      lines=tuple([(k, {}, v['mean']) \n",
    "                                   for k, v in pm.summary(trcs, varnames=varnames).iterrows()]))\n",
    "\n",
    "    for i, mn in enumerate(pm.summary(trcs, varnames=varnames)['mean']):\n",
    "        ax[i,0].annotate('{:.2f}'.format(mn), xy=(mn,0), xycoords='data',\n",
    "                         xytext=(5,10), textcoords='offset points', rotation=90,\n",
    "                         va='bottom', fontsize='large', color='#AA0022') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dummy dataset is created to emulate some data created as part of a study into quantified self, and the real data is more complicated than this. Ask Ian Osvald if you'd like to know more https://twitter.com/ianozsvald\n",
    "\n",
    "\n",
    "### Assumptions:\n",
    "\n",
    "+ The subject sneezes N times per day, recorded as `nsneeze (int)`\n",
    "+ The subject may or may not drink alcohol during that day, recorded as `alcohol (boolean)`\n",
    "+ The subject may or may not take an antihistamine medication during that day, recorded as the negative action `nomeds (boolean)`\n",
    "+ I postulate (probably incorrectly) that sneezing occurs at some baseline rate, which increases if an antihistamine is not taken, and further increased after alcohol is consumed.\n",
    "+ The data is aggregated per day, to yield a total count of sneezes on that day, with a boolean flag for alcohol and antihistamine usage, with the big assumption that nsneezes have a direct causal relationship.\n",
    "\n",
    "\n",
    "Create 4000 days of data: daily counts of sneezes which are Poisson distributed w.r.t alcohol consumption and antihistamine usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# decide poisson theta values\n",
    "theta_noalcohol_meds = 1    # no alcohol, took an antihist\n",
    "theta_alcohol_meds = 3      # alcohol, took an antihist\n",
    "theta_noalcohol_nomeds = 6  # no alcohol, no antihist\n",
    "theta_alcohol_nomeds = 36   # alcohol, no antihist\n",
    "\n",
    "# create samples\n",
    "q = 1000\n",
    "df = pd.DataFrame({\n",
    "        'nsneeze': np.concatenate((np.random.poisson(theta_noalcohol_meds, q),\n",
    "                                   np.random.poisson(theta_alcohol_meds, q),\n",
    "                                   np.random.poisson(theta_noalcohol_nomeds, q), \n",
    "                                   np.random.poisson(theta_alcohol_nomeds, q))),\n",
    "        'alcohol': np.concatenate((np.repeat(False, q),\n",
    "                                   np.repeat(True, q),\n",
    "                                   np.repeat(False, q),\n",
    "                                   np.repeat(True, q))),\n",
    "        'nomeds': np.concatenate((np.repeat(False, q),\n",
    "                                      np.repeat(False, q),\n",
    "                                      np.repeat(True, q),\n",
    "                                      np.repeat(True, q)))})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nsneeze</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>nomeds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3995</th>\n",
       "      <td>38</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3996</th>\n",
       "      <td>31</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3997</th>\n",
       "      <td>30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3998</th>\n",
       "      <td>34</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3999</th>\n",
       "      <td>36</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      nsneeze  alcohol  nomeds\n",
       "3995       38     True    True\n",
       "3996       31     True    True\n",
       "3997       30     True    True\n",
       "3998       34     True    True\n",
       "3999       36     True    True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### View means of the various combinations (Poisson mean values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">nsneeze</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nomeds</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcohol</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>1.018</td>\n",
       "      <td>5.866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>2.938</td>\n",
       "      <td>35.889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        nsneeze        \n",
       "nomeds    False   True \n",
       "alcohol                \n",
       "False     1.018   5.866\n",
       "True      2.938  35.889"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['alcohol','nomeds']).mean().unstack()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Briefly Describe Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/junpenglao/anaconda3/lib/python3.6/site-packages/seaborn/categorical.py:3692: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x='nsneeze', row='nomeds', col='alcohol', data=df,\n",
    "               kind='count', size=4, aspect=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observe:**\n",
    "\n",
    "+ This looks a lot like poisson-distributed count data (because it is)\n",
    "+ With `nomeds == False` and `alcohol == False` (top-left, akak antihistamines WERE used, alcohol was NOT drunk) the mean of the poisson distribution of sneeze counts is low.\n",
    "+ Changing `alcohol == True` (top-right) increases the sneeze count `nsneeze` slightly\n",
    "+ Changing `nomeds == True` (lower-left) increases the sneeze count `nsneeze` further\n",
    "+ Changing both `alcohol == True and nomeds == True` (lower-right) increases the sneeze count `nsneeze` a lot, increasing both the mean and variance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Poisson Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our model here is a very simple Poisson regression, allowing for interaction of terms:\n",
    "\n",
    "$$ \\theta = exp(\\beta X)$$\n",
    "\n",
    "$$ Y_{sneeze\\_count} ~ Poisson(\\theta)$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Create linear model for interaction of terms**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fml = 'nsneeze ~ alcohol + antihist + alcohol:antihist'  # full patsy formulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "fml = 'nsneeze ~ alcohol * nomeds'  # lazy, alternative patsy formulation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Manual method, create design matrices and manually specify model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Create Design Matrices**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "(mx_en, mx_ex) = pt.dmatrices(fml, df, return_type='dataframe', NA_action='raise')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Intercept</th>\n",
       "      <th>alcohol[T.True]</th>\n",
       "      <th>nomeds[T.True]</th>\n",
       "      <th>alcohol[T.True]:nomeds[T.True]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3997</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3998</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3999</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Intercept  alcohol[T.True]  nomeds[T.True]  \\\n",
       "0           1.0              0.0             0.0   \n",
       "1           1.0              0.0             0.0   \n",
       "2           1.0              0.0             0.0   \n",
       "3997        1.0              1.0             1.0   \n",
       "3998        1.0              1.0             1.0   \n",
       "3999        1.0              1.0             1.0   \n",
       "\n",
       "      alcohol[T.True]:nomeds[T.True]  \n",
       "0                                0.0  \n",
       "1                                0.0  \n",
       "2                                0.0  \n",
       "3997                             1.0  \n",
       "3998                             1.0  \n",
       "3999                             1.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((mx_ex.head(3),mx_ex.tail(3)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Create Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as mdl_fish:\n",
    "    \n",
    "    # define priors, weakly informative Normal\n",
    "    b0 = pm.Normal('b0_intercept', mu=0, sigma=10)\n",
    "    b1 = pm.Normal('b1_alcohol[T.True]', mu=0, sigma=10)\n",
    "    b2 = pm.Normal('b2_nomeds[T.True]', mu=0, sigma=10)\n",
    "    b3 = pm.Normal('b3_alcohol[T.True]:nomeds[T.True]', mu=0, sigma=10)\n",
    "    \n",
    "    # define linear model and exp link function\n",
    "    theta = (b0 +\n",
    "            b1 * mx_ex['alcohol[T.True]'] +\n",
    "            b2 * mx_ex['nomeds[T.True]'] +\n",
    "            b3 * mx_ex['alcohol[T.True]:nomeds[T.True]']) \n",
    "\n",
    "    ## Define Poisson likelihood \n",
    "    y = pm.Poisson('y', mu=np.exp(theta), observed=mx_en['nsneeze'].values)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Sample Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [b3_alcohol[T.True]:nomeds[T.True], b2_nomeds[T.True], b1_alcohol[T.True], b0_intercept]\n",
      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:45<00:00, 174.12draws/s]\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with mdl_fish:\n",
    "    trc_fish = pm.sample(1000, tune=1000, cores=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**View Diagnostics**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x403.2 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rvs_fish = [rv.name for rv in strip_derived_rvs(mdl_fish.unobserved_RVs)]\n",
    "plot_traces_pymc(trc_fish, varnames=rvs_fish)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observe:**\n",
    "\n",
    "+ The model converges quickly and traceplots looks pretty well mixed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transform coeffs and recover theta values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>hpd_2.5</th>\n",
       "      <th>hpd_97.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>b0_intercept</th>\n",
       "      <td>1.017360</td>\n",
       "      <td>0.956431</td>\n",
       "      <td>1.075815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b1_alcohol[T.True]</th>\n",
       "      <td>2.886177</td>\n",
       "      <td>2.696525</td>\n",
       "      <td>3.100204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2_nomeds[T.True]</th>\n",
       "      <td>5.765253</td>\n",
       "      <td>5.404684</td>\n",
       "      <td>6.128869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b3_alcohol[T.True]:nomeds[T.True]</th>\n",
       "      <td>2.120270</td>\n",
       "      <td>1.973526</td>\n",
       "      <td>2.280686</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       mean   hpd_2.5  hpd_97.5\n",
       "b0_intercept                       1.017360  0.956431  1.075815\n",
       "b1_alcohol[T.True]                 2.886177  2.696525  3.100204\n",
       "b2_nomeds[T.True]                  5.765253  5.404684  6.128869\n",
       "b3_alcohol[T.True]:nomeds[T.True]  2.120270  1.973526  2.280686"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.exp(pm.summary(trc_fish, varnames=rvs_fish)[['mean','hpd_2.5','hpd_97.5']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observe:**\n",
    "\n",
    "+ The contributions from each feature as a multiplier of the baseline sneezecount appear to be as per the data generation:\n",
    "    \n",
    "    \n",
    "    1. exp(b0_intercept): mean=1.02  cr=[0.96, 1.08]        \n",
    "    \n",
    "        Roughly linear baseline count when no alcohol and meds, as per the generated data: \n",
    "\n",
    "        theta_noalcohol_meds = 1 (as set above)\n",
    "        theta_noalcohol_meds = exp(b0_intercept) \n",
    "                             = 1\n",
    "\n",
    "\n",
    "    2. exp(b1_alcohol): mean=2.88  cr=[2.69, 3.09]\n",
    "    \n",
    "        non-zero positive effect of adding alcohol, a ~3x multiplier of \n",
    "        baseline sneeze count, as per the generated data: \n",
    "\n",
    "        theta_alcohol_meds = 3 (as set above)\n",
    "        theta_alcohol_meds = exp(b0_intercept + b1_alcohol) \n",
    "                           = exp(b0_intercept) * exp(b1_alcohol) \n",
    "                           = 1 * 3 = 3\n",
    "\n",
    "\n",
    "    3. exp(b2_nomeds[T.True]): mean=5.76  cr=[5.40, 6.17]    \n",
    "    \n",
    "        larger, non-zero positive effect of adding nomeds, a ~6x multiplier of \n",
    "        baseline sneeze count, as per the generated data: \n",
    "\n",
    "        theta_noalcohol_nomeds = 6 (as set above)\n",
    "        theta_noalcohol_nomeds = exp(b0_intercept + b2_nomeds)\n",
    "                               = exp(b0_intercept) * exp(b2_nomeds) \n",
    "                               = 1 * 6 = 6\n",
    "    \n",
    "    \n",
    "    4. exp(b3_alcohol[T.True]:nomeds[T.True]): mean=2.12  cr=[1.98, 2.30]\n",
    "    \n",
    "        small, positive interaction effect of alcohol and meds, a ~2x multiplier of \n",
    "        baseline sneeze count, as per the generated data: \n",
    "\n",
    "        theta_alcohol_nomeds = 36 (as set above)\n",
    "        theta_alcohol_nomeds = exp(b0_intercept + b1_alcohol + b2_nomeds + b3_alcohol:nomeds)\n",
    "                             = exp(b0_intercept) * exp(b1_alcohol) * exp(b2_nomeds * b3_alcohol:nomeds)\n",
    "                             = 1 * 3 * 6 * 2 = 36\n",
    "   \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Alternative method, using `pymc.glm`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Create Model**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Alternative automatic formulation using `pmyc.glm`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as mdl_fish_alt:\n",
    "    \n",
    "    pm.glm.GLM.from_formula(fml, df, family=pm.glm.families.Poisson())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Sample Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [mu, alcohol[T.True]:nomeds[T.True], nomeds[T.True], alcohol[T.True], Intercept]\n",
      "Sampling 2 chains: 100%|██████████| 8000/8000 [01:29<00:00, 89.10draws/s] \n",
      "The acceptance probability does not match the target. It is 0.8786736824110916, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.880898252028724, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with mdl_fish_alt:\n",
    "    trc_fish_alt = pm.sample(2000, tune=2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**View Traces**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x504 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rvs_fish_alt = [rv.name for rv in strip_derived_rvs(mdl_fish_alt.unobserved_RVs)]\n",
    "plot_traces_pymc(trc_fish_alt, varnames=rvs_fish_alt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transform coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>hpd_2.5</th>\n",
       "      <th>hpd_97.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Intercept</th>\n",
       "      <td>1.018445e+00</td>\n",
       "      <td>0.956916</td>\n",
       "      <td>1.082025e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcohol[T.True]</th>\n",
       "      <td>2.884207e+00</td>\n",
       "      <td>2.693380</td>\n",
       "      <td>3.100136e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nomeds[T.True]</th>\n",
       "      <td>5.757942e+00</td>\n",
       "      <td>5.368011</td>\n",
       "      <td>6.129526e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcohol[T.True]:nomeds[T.True]</th>\n",
       "      <td>2.121873e+00</td>\n",
       "      <td>1.972392</td>\n",
       "      <td>2.295317e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mu</th>\n",
       "      <td>3.340292e+18</td>\n",
       "      <td>1.005653</td>\n",
       "      <td>3.927977e+54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        mean   hpd_2.5      hpd_97.5\n",
       "Intercept                       1.018445e+00  0.956916  1.082025e+00\n",
       "alcohol[T.True]                 2.884207e+00  2.693380  3.100136e+00\n",
       "nomeds[T.True]                  5.757942e+00  5.368011  6.129526e+00\n",
       "alcohol[T.True]:nomeds[T.True]  2.121873e+00  1.972392  2.295317e+00\n",
       "mu                              3.340292e+18  1.005653  3.927977e+54"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.exp(pm.summary(trc_fish_alt, varnames=rvs_fish_alt)[['mean','hpd_2.5','hpd_97.5']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observe:**\n",
    "\n",
    "+ The traceplots look well mixed\n",
    "+ The transformed model coeffs look moreorless the same as those generated by the manual model\n",
    "+ Note also that the `mu` coeff is for the overall mean of the dataset and has an extreme skew, if we look at the median value ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.7665716 ,  9.82299111, 25.23929425])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(trc_fish_alt['mu'], [25,50,75])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see this is pretty close to the overall mean of:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.42775"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['nsneeze'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Example originally contributed by Jonathan Sedar 2016-05-15 [github.com/jonsedar](https://github.com/jonsedar)"
   ]
  }
 ],
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